Pandas Profiling Report

Dataset statistics

Number of variables	44
Number of observations	125972
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	42.3 MiB
Average record size in memory	352.0 B

Variable types

Numeric	29
Categorical	15

Alerts

`num_outbound_cmds` has constant value "0"	Constant
`service` has a high cardinality: 70 distinct values	High cardinality
`src_bytes` is highly overall correlated with `dst_bytes` and 10 other fields	High correlation
`dst_bytes` is highly overall correlated with `src_bytes` and 8 other fields	High correlation
`hot` is highly overall correlated with `num_compromised` and 1 other fields	High correlation
`num_compromised` is highly overall correlated with `hot`	High correlation
`count` is highly overall correlated with `src_bytes` and 11 other fields	High correlation
`srv_count` is highly overall correlated with `count` and 1 other fields	High correlation
`serror_rate` is highly overall correlated with `src_bytes` and 9 other fields	High correlation
`srv_serror_rate` is highly overall correlated with `src_bytes` and 8 other fields	High correlation
`rerror_rate` is highly overall correlated with `srv_rerror_rate` and 2 other fields	High correlation
`srv_rerror_rate` is highly overall correlated with `rerror_rate` and 2 other fields	High correlation
`same_srv_rate` is highly overall correlated with `src_bytes` and 13 other fields	High correlation
`diff_srv_rate` is highly overall correlated with `src_bytes` and 11 other fields	High correlation
`dst_host_count` is highly overall correlated with `count` and 5 other fields	High correlation
`dst_host_srv_count` is highly overall correlated with `src_bytes` and 8 other fields	High correlation
`dst_host_same_srv_rate` is highly overall correlated with `src_bytes` and 12 other fields	High correlation
`dst_host_diff_srv_rate` is highly overall correlated with `src_bytes` and 6 other fields	High correlation
`dst_host_same_src_port_rate` is highly overall correlated with `count` and 3 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly overall correlated with `count` and 3 other fields	High correlation
`dst_host_serror_rate` is highly overall correlated with `src_bytes` and 10 other fields	High correlation
`dst_host_srv_serror_rate` is highly overall correlated with `src_bytes` and 7 other fields	High correlation
`dst_host_rerror_rate` is highly overall correlated with `rerror_rate` and 2 other fields	High correlation
`dst_host_srv_rerror_rate` is highly overall correlated with `rerror_rate` and 2 other fields	High correlation
`protocol_type` is highly overall correlated with `srv_count` and 2 other fields	High correlation
`service` is highly overall correlated with `protocol_type` and 3 other fields	High correlation
`flag` is highly overall correlated with `logged_in`	High correlation
`land` is highly overall correlated with `attack`	High correlation
`wrong_fragment` is highly overall correlated with `attack`	High correlation
`logged_in` is highly overall correlated with `count` and 7 other fields	High correlation
`root_shell` is highly overall correlated with `su_attempted`	High correlation
`su_attempted` is highly overall correlated with `root_shell`	High correlation
`is_guest_login` is highly overall correlated with `hot` and 1 other fields	High correlation
`attack` is highly overall correlated with `protocol_type` and 4 other fields	High correlation
`attack_class` is highly overall correlated with `service` and 2 other fields	High correlation
`flag` is highly imbalanced (55.8%)	Imbalance
`land` is highly imbalanced (99.7%)	Imbalance
`wrong_fragment` is highly imbalanced (95.1%)	Imbalance
`urgent` is highly imbalanced (99.9%)	Imbalance
`root_shell` is highly imbalanced (98.5%)	Imbalance
`su_attempted` is highly imbalanced (99.5%)	Imbalance
`num_shells` is highly imbalanced (99.7%)	Imbalance
`is_host_login` is highly imbalanced (> 99.9%)	Imbalance
`is_guest_login` is highly imbalanced (92.3%)	Imbalance
`attack` is highly imbalanced (60.0%)	Imbalance
`src_bytes` is highly skewed (γ1 = 190.6685901)	Skewed
`dst_bytes` is highly skewed (γ1 = 290.0517595)	Skewed
`num_failed_logins` is highly skewed (γ1 = 53.76421073)	Skewed
`num_compromised` is highly skewed (γ1 = 250.1068908)	Skewed
`num_root` is highly skewed (γ1 = 236.9127838)	Skewed
`num_file_creations` is highly skewed (γ1 = 55.66511972)	Skewed
`num_access_files` is highly skewed (γ1 = 45.55478025)	Skewed
`duration` has 115954 (92.0%) zeros	Zeros
`src_bytes` has 49392 (39.2%) zeros	Zeros
`dst_bytes` has 67966 (54.0%) zeros	Zeros
`hot` has 123301 (97.9%) zeros	Zeros
`num_failed_logins` has 125850 (99.9%) zeros	Zeros
`num_compromised` has 124686 (99.0%) zeros	Zeros
`num_root` has 125323 (99.5%) zeros	Zeros
`num_file_creations` has 125685 (99.8%) zeros	Zeros
`num_access_files` has 125601 (99.7%) zeros	Zeros
`serror_rate` has 86828 (68.9%) zeros	Zeros
`srv_serror_rate` has 88753 (70.5%) zeros	Zeros
`rerror_rate` has 109782 (87.1%) zeros	Zeros
`srv_rerror_rate` has 109766 (87.1%) zeros	Zeros
`same_srv_rate` has 2766 (2.2%) zeros	Zeros
`diff_srv_rate` has 76216 (60.5%) zeros	Zeros
`srv_diff_host_rate` has 97573 (77.5%) zeros	Zeros
`dst_host_same_srv_rate` has 6927 (5.5%) zeros	Zeros
`dst_host_diff_srv_rate` has 46989 (37.3%) zeros	Zeros
`dst_host_same_src_port_rate` has 63023 (50.0%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 86903 (69.0%) zeros	Zeros
`dst_host_serror_rate` has 81385 (64.6%) zeros	Zeros
`dst_host_srv_serror_rate` has 85359 (67.8%) zeros	Zeros
`dst_host_rerror_rate` has 103178 (81.9%) zeros	Zeros
`dst_host_srv_rerror_rate` has 106615 (84.6%) zeros	Zeros

Reproduction

Analysis started	2023-05-29 07:29:14.981915
Analysis finished	2023-05-29 07:34:17.215345
Duration	5 minutes and 2.23 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

duration
Real number (ℝ)

Distinct	2981
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	287.14693

Minimum	0
Maximum	42908
Zeros	115954
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	42908
Range	42908
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2604.5255
Coefficient of variation (CV)	9.0703583
Kurtosis	156.07554
Mean	287.14693
Median Absolute Deviation (MAD)	0
Skewness	11.880182
Sum	36172473
Variance	6783553.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115954	92.0%
1	1989	1.6%
2	843	0.7%
3	557	0.4%
4	351	0.3%
5	298	0.2%
27	197	0.2%
6	193	0.2%
28	181	0.1%
7	127	0.1%
Other values (2971)	5282	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	115954	92.0%
1	1989	1.6%
2	843	0.7%
3	557	0.4%
4	351	0.3%
5	298	0.2%
6	193	0.2%
7	127	0.1%
8	98	0.1%
9	95	0.1%

Value	Count	Frequency (%)
42908	1	< 0.1%
42888	1	< 0.1%
42862	1	< 0.1%
42837	1	< 0.1%
42804	1	< 0.1%
42778	1	< 0.1%
42746	1	< 0.1%
42723	1	< 0.1%
42699	1	< 0.1%
42679	1	< 0.1%

protocol_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

tcp	102688
udp	14993
icmp	8291

Length

Max length	4
Median length	3
Mean length	3.0658162
Min length	3

Characters and Unicode

Total characters	386207
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	udp
2nd row	tcp
3rd row	tcp
4th row	tcp
5th row	tcp

Common Values

Value	Count	Frequency (%)
tcp	102688	81.5%
udp	14993	11.9%
icmp	8291	6.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tcp	102688	81.5%
udp	14993	11.9%
icmp	8291	6.6%

Most occurring characters

Value	Count	Frequency (%)
p	125972	32.6%
c	110979	28.7%
t	102688	26.6%
u	14993	3.9%
d	14993	3.9%
i	8291	2.1%
m	8291	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	386207	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	125972	32.6%
c	110979	28.7%
t	102688	26.6%
u	14993	3.9%
d	14993	3.9%
i	8291	2.1%
m	8291	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	386207	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	125972	32.6%
c	110979	28.7%
t	102688	26.6%
u	14993	3.9%
d	14993	3.9%
i	8291	2.1%
m	8291	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	386207	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
p	125972	32.6%
c	110979	28.7%
t	102688	26.6%
u	14993	3.9%
d	14993	3.9%
i	8291	2.1%
m	8291	2.1%

service
Categorical

HIGH CARDINALITY HIGH CORRELATION

Distinct	70
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

http	40338
private	21853
domain_u	9043
smtp	7313
ftp_data	6859
Other values (65)	40566

Length

Max length	11
Median length	10
Mean length	5.466429
Min length	3

Characters and Unicode

Total characters	688617
Distinct characters	40
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	other
2nd row	private
3rd row	http
4th row	http
5th row	private

Common Values

Value	Count	Frequency (%)
http	40338	32.0%
private	21853	17.3%
domain_u	9043	7.2%
smtp	7313	5.8%
ftp_data	6859	5.4%
eco_i	4586	3.6%
other	4359	3.5%
ecr_i	3077	2.4%
telnet	2353	1.9%
finger	1767	1.4%
Other values (60)	24424	19.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
http	40338	32.0%
private	21853	17.3%
domain_u	9043	7.2%
smtp	7313	5.8%
ftp_data	6859	5.4%
eco_i	4586	3.6%
other	4359	3.5%
ecr_i	3077	2.4%
telnet	2353	1.9%
finger	1767	1.4%
Other values (60)	24424	19.4%

Most occurring characters

Value	Count	Frequency (%)
t	145595	21.1%
p	88150	12.8%
a	51382	7.5%
h	49666	7.2%
e	49119	7.1%
i	48525	7.0%
r	34885	5.1%
_	29464	4.3%
o	24559	3.6%
n	22585	3.3%
Other values (30)	144687	21.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	651472	94.6%
Connector Punctuation	29464	4.3%
Decimal Number	6185	0.9%
Uppercase Letter	1496	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	145595	22.3%
p	88150	13.5%
a	51382	7.9%
h	49666	7.6%
e	49119	7.5%
i	48525	7.4%
r	34885	5.4%
o	24559	3.8%
n	22585	3.5%
v	22472	3.4%
Other values (15)	114534	17.6%

Decimal Number

Value	Count	Frequency (%)
4	1708	27.6%
3	1656	26.8%
0	866	14.0%
5	862	13.9%
9	862	13.9%
1	148	2.4%
2	79	1.3%
8	3	< 0.1%
7	1	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
Z	862	57.6%
C	187	12.5%
I	187	12.5%
R	187	12.5%
X	73	4.9%

Connector Punctuation

Value	Count	Frequency (%)
_	29464	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	652968	94.8%
Common	35649	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	145595	22.3%
p	88150	13.5%
a	51382	7.9%
h	49666	7.6%
e	49119	7.5%
i	48525	7.4%
r	34885	5.3%
o	24559	3.8%
n	22585	3.5%
v	22472	3.4%
Other values (20)	116030	17.8%

Common

Value	Count	Frequency (%)
_	29464	82.7%
4	1708	4.8%
3	1656	4.6%
0	866	2.4%
5	862	2.4%
9	862	2.4%
1	148	0.4%
2	79	0.2%
8	3	< 0.1%
7	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	688617	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	145595	21.1%
p	88150	12.8%
a	51382	7.5%
h	49666	7.2%
e	49119	7.1%
i	48525	7.0%
r	34885	5.1%
_	29464	4.3%
o	24559	3.6%
n	22585	3.3%
Other values (30)	144687	21.0%

flag
Categorical

HIGH CORRELATION IMBALANCE

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

SF	74944
S0	34851
REJ	11233
RSTR	2421
RSTO	1562
Other values (6)	961

Length

Max length	6
Median length	2
Mean length	2.1560426
Min length	2

Characters and Unicode

Total characters	271601
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SF
2nd row	S0
3rd row	SF
4th row	SF
5th row	REJ

Common Values

Value	Count	Frequency (%)
SF	74944	59.5%
S0	34851	27.7%
REJ	11233	8.9%
RSTR	2421	1.9%
RSTO	1562	1.2%
S1	365	0.3%
SH	271	0.2%
S2	127	0.1%
RSTOS0	103	0.1%
S3	49	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sf	74944	59.5%
s0	34851	27.7%
rej	11233	8.9%
rstr	2421	1.9%
rsto	1562	1.2%
s1	365	0.3%
sh	271	0.2%
s2	127	0.1%
rstos0	103	0.1%
s3	49	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
S	114796	42.3%
F	74944	27.6%
0	34954	12.9%
R	17740	6.5%
E	11233	4.1%
J	11233	4.1%
T	4132	1.5%
O	1711	0.6%
1	365	0.1%
H	317	0.1%
Other values (2)	176	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	236106	86.9%
Decimal Number	35495	13.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	114796	48.6%
F	74944	31.7%
R	17740	7.5%
E	11233	4.8%
J	11233	4.8%
T	4132	1.8%
O	1711	0.7%
H	317	0.1%

Decimal Number

Value	Count	Frequency (%)
0	34954	98.5%
1	365	1.0%
2	127	0.4%
3	49	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	236106	86.9%
Common	35495	13.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	114796	48.6%
F	74944	31.7%
R	17740	7.5%
E	11233	4.8%
J	11233	4.8%
T	4132	1.8%
O	1711	0.7%
H	317	0.1%

Common

Value	Count	Frequency (%)
0	34954	98.5%
1	365	1.0%
2	127	0.4%
3	49	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	271601	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	114796	42.3%
F	74944	27.6%
0	34954	12.9%
R	17740	6.5%
E	11233	4.1%
J	11233	4.1%
T	4132	1.5%
O	1711	0.6%
1	365	0.1%
H	317	0.1%
Other values (2)	176	0.1%

src_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	3341
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45567.101

Minimum	0
Maximum	1.3799639 × 10⁹
Zeros	49392
Zeros (%)	39.2%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	44
Q3	276
95-th percentile	1480
Maximum	1.3799639 × 10⁹
Range	1.3799639 × 10⁹
Interquartile range (IQR)	276

Descriptive statistics

Standard deviation	5870354.5
Coefficient of variation (CV)	128.82879
Kurtosis	39353.809
Mean	45567.101
Median Absolute Deviation (MAD)	44
Skewness	190.66859
Sum	5.7401788 × 10⁹
Variance	3.4461062 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49392	39.2%
8	3691	2.9%
1	2432	1.9%
44	2334	1.9%
45	2089	1.7%
1032	2001	1.6%
46	1294	1.0%
43	1284	1.0%
105	998	0.8%
147	948	0.8%
Other values (3331)	59509	47.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	49392	39.2%
1	2432	1.9%
4	2	< 0.1%
5	28	< 0.1%
6	147	0.1%
7	107	0.1%
8	3691	2.9%
9	199	0.2%
10	195	0.2%
11	76	0.1%

Value	Count	Frequency (%)
1379963888	1	< 0.1%
1167519497	1	< 0.1%
693375640	1	< 0.1%
621568663	1	< 0.1%
381709090	1	< 0.1%
217277339	1	< 0.1%
89581520	1	< 0.1%
24418776	1	< 0.1%
21945520	1	< 0.1%
18828976	1	< 0.1%

dst_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	9326
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19779.271

Minimum	0
Maximum	1.3099374 × 10⁹
Zeros	67966
Zeros (%)	54.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	516
95-th percentile	8314
Maximum	1.3099374 × 10⁹
Range	1.3099374 × 10⁹
Interquartile range (IQR)	516

Descriptive statistics

Standard deviation	4021285.1
Coefficient of variation (CV)	203.30805
Kurtosis	90941.013
Mean	19779.271
Median Absolute Deviation (MAD)	0
Skewness	290.05176
Sum	2.4916344 × 10⁹
Variance	1.6170734 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	67966	54.0%
105	1497	1.2%
8314	888	0.7%
330	528	0.4%
331	512	0.4%
44	511	0.4%
42	478	0.4%
328	470	0.4%
332	469	0.4%
4	454	0.4%
Other values (9316)	52199	41.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	67966	54.0%
1	22	< 0.1%
3	1	< 0.1%
4	454	0.4%
5	4	< 0.1%
6	1	< 0.1%
12	1	< 0.1%
14	1	< 0.1%
15	47	< 0.1%
16	1	< 0.1%

Value	Count	Frequency (%)
1309937401	1	< 0.1%
400291060	2	< 0.1%
7028652	1	< 0.1%
5155468	1	< 0.1%
5153771	1	< 0.1%
5153460	1	< 0.1%
5151385	1	< 0.1%
5151154	1	< 0.1%
5151049	1	< 0.1%
5150938	1	< 0.1%

land
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125947
1	25

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

wrong_fragment
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	124882
3	884
1	206

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

urgent
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125963
1	5
2	3
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

hot
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2044105

Minimum	0
Maximum	77
Zeros	123301
Zeros (%)	97.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	77
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.1499769
Coefficient of variation (CV)	10.517937
Kurtosis	168.01289
Mean	0.2044105
Median Absolute Deviation (MAD)	0
Skewness	12.589835
Sum	25750
Variance	4.6224006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	123301	97.9%
2	1037	0.8%
1	369	0.3%
28	277	0.2%
30	256	0.2%
4	173	0.1%
6	140	0.1%
5	76	0.1%
24	68	0.1%
19	57	< 0.1%
Other values (18)	218	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	123301	97.9%
1	369	0.3%
2	1037	0.8%
3	54	< 0.1%
4	173	0.1%
5	76	0.1%
6	140	0.1%
7	5	< 0.1%
8	1	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
77	1	< 0.1%
44	2	< 0.1%
33	1	< 0.1%
30	256	0.2%
28	277	0.2%
25	2	< 0.1%
24	68	0.1%
22	55	< 0.1%
21	1	< 0.1%
20	9	< 0.1%

num_failed_logins
Real number (ℝ)

SKEWED ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0012224939

Minimum	0
Maximum	5
Zeros	125850
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.045239318
Coefficient of variation (CV)	37.005762
Kurtosis	3869.0386
Mean	0.0012224939
Median Absolute Deviation (MAD)	0
Skewness	53.764211
Sum	154
Variance	0.0020465959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	125850	99.9%
1	104	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	3	< 0.1%
5	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125850	99.9%
1	104	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	3	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	3	< 0.1%
3	5	< 0.1%
2	9	< 0.1%
1	104	0.1%
0	125850	99.9%

logged_in
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	76120
1	49852

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

Most occurring characters

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

num_compromised
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	88
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27925253

Minimum	0
Maximum	7479
Zeros	124686
Zeros (%)	99.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7479
Range	7479
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	23.942137
Coefficient of variation (CV)	85.736509
Kurtosis	75955.625
Mean	0.27925253
Median Absolute Deviation (MAD)	0
Skewness	250.10689
Sum	35178
Variance	573.22594
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124686	99.0%
1	976	0.8%
2	98	0.1%
4	40	< 0.1%
3	38	< 0.1%
6	19	< 0.1%
5	17	< 0.1%
7	5	< 0.1%
8	3	< 0.1%
9	3	< 0.1%
Other values (78)	87	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124686	99.0%
1	976	0.8%
2	98	0.1%
3	38	< 0.1%
4	40	< 0.1%
5	17	< 0.1%
6	19	< 0.1%
7	5	< 0.1%
8	3	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
7479	1	< 0.1%
1739	1	< 0.1%
1043	1	< 0.1%
884	2	< 0.1%
809	1	< 0.1%
789	1	< 0.1%
767	1	< 0.1%
761	1	< 0.1%
756	1	< 0.1%
751	1	< 0.1%

root_shell
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125803
1	169

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

su_attempted
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125892
2	59
1	21

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

num_root
Real number (ℝ)

SKEWED ZEROS

Distinct	82
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.30219414

Minimum	0
Maximum	7468
Zeros	125323
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7468
Range	7468
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	24.399715
Coefficient of variation (CV)	80.741854
Kurtosis	70069.653
Mean	0.30219414
Median Absolute Deviation (MAD)	0
Skewness	236.91278
Sum	38068
Variance	595.34609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	125323	99.5%
1	273	0.2%
9	121	0.1%
6	99	0.1%
2	33	< 0.1%
5	24	< 0.1%
4	12	< 0.1%
3	7	< 0.1%
7	2	< 0.1%
857	2	< 0.1%
Other values (72)	76	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125323	99.5%
1	273	0.2%
2	33	< 0.1%
3	7	< 0.1%
4	12	< 0.1%
5	24	< 0.1%
6	99	0.1%
7	2	< 0.1%
8	1	< 0.1%
9	121	0.1%

Value	Count	Frequency (%)
7468	1	< 0.1%
1743	1	< 0.1%
1045	1	< 0.1%
993	1	< 0.1%
975	1	< 0.1%
889	1	< 0.1%
867	1	< 0.1%
857	2	< 0.1%
849	1	< 0.1%
841	1	< 0.1%

num_file_creations
Real number (ℝ)

SKEWED ZEROS

Distinct	35
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.012669482

Minimum	0
Maximum	43
Zeros	125685
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	43
Range	43
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.48393699
Coefficient of variation (CV)	38.197062
Kurtosis	3603.2831
Mean	0.012669482
Median Absolute Deviation (MAD)	0
Skewness	55.66512
Sum	1596
Variance	0.23419501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	125685	99.8%
1	151	0.1%
2	41	< 0.1%
4	13	< 0.1%
3	5	< 0.1%
8	5	< 0.1%
15	5	< 0.1%
10	5	< 0.1%
5	5	< 0.1%
17	5	< 0.1%
Other values (25)	52	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125685	99.8%
1	151	0.1%
2	41	< 0.1%
3	5	< 0.1%
4	13	< 0.1%
5	5	< 0.1%
6	3	< 0.1%
7	4	< 0.1%
8	5	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
43	1	< 0.1%
40	3	< 0.1%
38	1	< 0.1%
36	1	< 0.1%
34	1	< 0.1%
33	1	< 0.1%
29	1	< 0.1%
28	1	< 0.1%
27	1	< 0.1%
26	3	< 0.1%

num_shells
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125925
1	42
2	5

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

num_access_files
Real number (ℝ)

SKEWED ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0040961484

Minimum	0
Maximum	9
Zeros	125601
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.099369949
Coefficient of variation (CV)	24.259363
Kurtosis	2862.7816
Mean	0.0040961484
Median Absolute Deviation (MAD)	0
Skewness	45.55478
Sum	516
Variance	0.0098743869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	125601	99.7%
1	313	0.2%
2	29	< 0.1%
3	8	< 0.1%
5	6	< 0.1%
4	5	< 0.1%
6	4	< 0.1%
8	3	< 0.1%
7	2	< 0.1%
9	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125601	99.7%
1	313	0.2%
2	29	< 0.1%
3	8	< 0.1%
4	5	< 0.1%
5	6	< 0.1%
6	4	< 0.1%
7	2	< 0.1%
8	3	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	3	< 0.1%
7	2	< 0.1%
6	4	< 0.1%
5	6	< 0.1%
4	5	< 0.1%
3	8	< 0.1%
2	29	< 0.1%
1	313	0.2%
0	125601	99.7%

num_outbound_cmds
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125972

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125972	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125972	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	125972	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125972	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125972	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125972	100.0%

is_host_login
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125971
1	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

is_guest_login
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	124785
1	1187

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

count
Real number (ℝ)

Distinct	512
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.108207

Minimum	0
Maximum	511
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	14
Q3	143
95-th percentile	286
Maximum	511
Range	511
Interquartile range (IQR)	141

Descriptive statistics

Standard deviation	114.50883
Coefficient of variation (CV)	1.3614466
Kurtosis	2.0068812
Mean	84.108207
Median Absolute Deviation (MAD)	13
Skewness	1.5142636
Sum	10595279
Variance	13112.272
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	27763	22.0%
2	9473	7.5%
3	3962	3.1%
4	3550	2.8%
5	2980	2.4%
6	2413	1.9%
7	2325	1.8%
8	1902	1.5%
9	1712	1.4%
10	1610	1.3%
Other values (502)	68282	54.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	< 0.1%
1	27763	22.0%
2	9473	7.5%
3	3962	3.1%
4	3550	2.8%
5	2980	2.4%
6	2413	1.9%
7	2325	1.8%
8	1902	1.5%
9	1712	1.4%

Value	Count	Frequency (%)
511	1437	1.1%
510	307	0.2%
509	243	0.2%
508	31	< 0.1%
507	6	< 0.1%
506	3	< 0.1%
505	2	< 0.1%
504	3	< 0.1%
503	4	< 0.1%
502	5	< 0.1%

srv_count
Real number (ℝ)

Distinct	509
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.738093

Minimum	0
Maximum	511
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	8
Q3	18
95-th percentile	158
Maximum	511
Range	511
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	72.636092
Coefficient of variation (CV)	2.6186405
Kurtosis	24.244269
Mean	27.738093
Median Absolute Deviation (MAD)	7
Skewness	4.6941422
Sum	3494223
Variance	5276.0018
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	25398	20.2%
2	12819	10.2%
3	6336	5.0%
4	5526	4.4%
5	4636	3.7%
6	4156	3.3%
7	3992	3.2%
8	3697	2.9%
9	3528	2.8%
11	3293	2.6%
Other values (499)	52591	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	< 0.1%
1	25398	20.2%
2	12819	10.2%
3	6336	5.0%
4	5526	4.4%
5	4636	3.7%
6	4156	3.3%
7	3992	3.2%
8	3697	2.9%
9	3528	2.8%

Value	Count	Frequency (%)
511	1012	0.8%
510	160	0.1%
509	49	< 0.1%
508	11	< 0.1%
507	3	< 0.1%
503	1	< 0.1%
502	2	< 0.1%
501	1	< 0.1%
500	2	< 0.1%
499	2	< 0.1%

serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	89
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28448679

Minimum	0
Maximum	1
Zeros	86828
Zeros (%)	68.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44645668
Coefficient of variation (CV)	1.5693406
Kurtosis	-1.0546278
Mean	0.28448679
Median Absolute Deviation (MAD)	0
Skewness	0.96318822
Sum	35837.37
Variance	0.19932356
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	86828	68.9%
1	34439	27.3%
0.5	493	0.4%
0.33	321	0.3%
0.07	305	0.2%
0.06	298	0.2%
0.08	254	0.2%
0.99	250	0.2%
0.01	216	0.2%
0.25	208	0.2%
Other values (79)	2360	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86828	68.9%
0.01	216	0.2%
0.02	84	0.1%
0.03	150	0.1%
0.04	131	0.1%
0.05	192	0.2%
0.06	298	0.2%
0.07	305	0.2%
0.08	254	0.2%
0.09	189	0.2%

Value	Count	Frequency (%)
1	34439	27.3%
0.99	250	0.2%
0.98	64	0.1%
0.97	79	0.1%
0.96	41	< 0.1%
0.95	29	< 0.1%
0.94	25	< 0.1%
0.93	18	< 0.1%
0.92	15	< 0.1%
0.91	8	< 0.1%

srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	86
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28248762

Minimum	0
Maximum	1
Zeros	88753
Zeros (%)	70.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44702356
Coefficient of variation (CV)	1.5824537
Kurtosis	-1.0443176
Mean	0.28248762
Median Absolute Deviation (MAD)	0
Skewness	0.97058496
Sum	35585.53
Variance	0.19983007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	88753	70.5%
1	34874	27.7%
0.5	432	0.3%
0.33	273	0.2%
0.25	233	0.2%
0.2	132	0.1%
0.17	114	0.1%
0.05	93	0.1%
0.03	92	0.1%
0.04	83	0.1%
Other values (76)	893	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	88753	70.5%
0.01	6	< 0.1%
0.02	60	< 0.1%
0.03	92	0.1%
0.04	83	0.1%
0.05	93	0.1%
0.06	65	0.1%
0.07	67	0.1%
0.08	63	0.1%
0.09	44	< 0.1%

Value	Count	Frequency (%)
1	34874	27.7%
0.96	1	< 0.1%
0.95	40	< 0.1%
0.94	13	< 0.1%
0.93	8	< 0.1%
0.92	12	< 0.1%
0.91	16	< 0.1%
0.9	10	< 0.1%
0.89	12	< 0.1%
0.88	11	< 0.1%

rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	82
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11995944

Minimum	0
Maximum	1
Zeros	109782
Zeros (%)	87.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.32043661
Coefficient of variation (CV)	2.6712081
Kurtosis	3.4457825
Mean	0.11995944
Median Absolute Deviation (MAD)	0
Skewness	2.3255178
Sum	15111.53
Variance	0.10267962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	109782	87.1%
1	12874	10.2%
0.9	269	0.2%
0.92	216	0.2%
0.93	210	0.2%
0.89	196	0.2%
0.91	187	0.1%
0.5	163	0.1%
0.88	141	0.1%
0.95	137	0.1%
Other values (72)	1797	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	109782	87.1%
0.01	61	< 0.1%
0.02	77	0.1%
0.03	99	0.1%
0.04	55	< 0.1%
0.05	37	< 0.1%
0.06	25	< 0.1%
0.07	23	< 0.1%
0.08	23	< 0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	12874	10.2%
0.99	23	< 0.1%
0.98	17	< 0.1%
0.97	32	< 0.1%
0.96	72	0.1%
0.95	137	0.1%
0.94	121	0.1%
0.93	210	0.2%
0.92	216	0.2%
0.91	187	0.1%

srv_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	62
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12118423

Minimum	0
Maximum	1
Zeros	109766
Zeros (%)	87.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.32364833
Coefficient of variation (CV)	2.6707132
Kurtosis	3.4457696
Mean	0.12118423
Median Absolute Deviation (MAD)	0
Skewness	2.327019
Sum	15265.82
Variance	0.10474824
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	109766	87.1%
1	14827	11.8%
0.5	244	0.2%
0.33	160	0.1%
0.25	114	0.1%
0.2	92	0.1%
0.17	73	0.1%
0.04	50	< 0.1%
0.03	47	< 0.1%
0.14	45	< 0.1%
Other values (52)	554	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	109766	87.1%
0.01	3	< 0.1%
0.02	40	< 0.1%
0.03	47	< 0.1%
0.04	50	< 0.1%
0.05	42	< 0.1%
0.06	33	< 0.1%
0.07	27	< 0.1%
0.08	40	< 0.1%
0.09	24	< 0.1%

Value	Count	Frequency (%)
1	14827	11.8%
0.96	2	< 0.1%
0.95	1	< 0.1%
0.92	2	< 0.1%
0.9	1	< 0.1%
0.89	3	< 0.1%
0.88	4	< 0.1%
0.87	3	< 0.1%
0.86	5	< 0.1%
0.85	10	< 0.1%

same_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66092497

Minimum	0
Maximum	1
Zeros	2766
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.09
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.91

Descriptive statistics

Standard deviation	0.43962357
Coefficient of variation (CV)	0.66516411
Kurtosis	-1.6097805
Mean	0.66092497
Median Absolute Deviation (MAD)	0
Skewness	-0.57248654
Sum	83258.04
Variance	0.19326888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	76811	61.0%
0.01	4027	3.2%
0.02	3616	2.9%
0.03	3503	2.8%
0.07	3438	2.7%
0.04	3227	2.6%
0.06	3220	2.6%
0.05	3088	2.5%
0.08	2815	2.2%
0	2766	2.2%
Other values (91)	19461	15.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2766	2.2%
0.01	4027	3.2%
0.02	3616	2.9%
0.03	3503	2.8%
0.04	3227	2.6%
0.05	3088	2.5%
0.06	3220	2.6%
0.07	3438	2.7%
0.08	2815	2.2%
0.09	1957	1.6%

Value	Count	Frequency (%)
1	76811	61.0%
0.99	759	0.6%
0.98	97	0.1%
0.97	44	< 0.1%
0.96	16	< 0.1%
0.95	14	< 0.1%
0.94	21	< 0.1%
0.93	33	< 0.1%
0.92	43	< 0.1%
0.91	25	< 0.1%

diff_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	95
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.063053139

Minimum	0
Maximum	1
Zeros	76216
Zeros (%)	60.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	0.29
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.18031504
Coefficient of variation (CV)	2.8597313
Kurtosis	18.899292
Mean	0.063053139
Median Absolute Deviation (MAD)	0
Skewness	4.3797964
Sum	7942.93
Variance	0.032513512
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	76216	60.5%
0.06	18998	15.1%
0.07	9515	7.6%
0.05	6887	5.5%
1	3438	2.7%
0.08	1883	1.5%
0.01	1013	0.8%
0.09	645	0.5%
0.04	627	0.5%
0.5	549	0.4%
Other values (85)	6201	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	76216	60.5%
0.01	1013	0.8%
0.02	264	0.2%
0.03	282	0.2%
0.04	627	0.5%
0.05	6887	5.5%
0.06	18998	15.1%
0.07	9515	7.6%
0.08	1883	1.5%
0.09	645	0.5%

Value	Count	Frequency (%)
1	3438	2.7%
0.99	39	< 0.1%
0.98	6	< 0.1%
0.97	7	< 0.1%
0.96	29	< 0.1%
0.95	39	< 0.1%
0.92	2	< 0.1%
0.91	1	< 0.1%
0.9	1	< 0.1%
0.89	1	< 0.1%

srv_diff_host_rate
Real number (ℝ)

Distinct	60
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.097322421

Minimum	0
Maximum	1
Zeros	97573
Zeros (%)	77.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.25983138
Coefficient of variation (CV)	2.6697999
Kurtosis	6.816217
Mean	0.097322421
Median Absolute Deviation (MAD)	0
Skewness	2.8603394
Sum	12259.9
Variance	0.067512348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	97573	77.5%
1	8143	6.5%
0.01	2865	2.3%
0.5	982	0.8%
0.67	975	0.8%
0.12	904	0.7%
0.33	790	0.6%
0.02	771	0.6%
0.11	732	0.6%
0.25	724	0.6%
Other values (50)	11513	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	97573	77.5%
0.01	2865	2.3%
0.02	771	0.6%
0.03	218	0.2%
0.04	187	0.1%
0.05	325	0.3%
0.06	520	0.4%
0.07	519	0.4%
0.08	653	0.5%
0.09	618	0.5%

Value	Count	Frequency (%)
1	8143	6.5%
0.88	1	< 0.1%
0.83	7	< 0.1%
0.8	60	< 0.1%
0.75	235	0.2%
0.71	9	< 0.1%
0.67	975	0.8%
0.62	7	< 0.1%
0.6	178	0.1%
0.57	33	< 0.1%

dst_host_count
Real number (ℝ)

Distinct	256
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	182.1492

Minimum	0
Maximum	255
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	82
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	173

Descriptive statistics

Standard deviation	99.206565
Coefficient of variation (CV)	0.54464453
Kurtosis	-1.0657764
Mean	182.1492
Median Absolute Deviation (MAD)	0
Skewness	-0.83344286
Sum	22945699
Variance	9841.9426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	74099	58.8%
1	3119	2.5%
2	2733	2.2%
3	1280	1.0%
4	1198	1.0%
5	723	0.6%
6	701	0.6%
7	645	0.5%
8	595	0.5%
9	578	0.5%
Other values (246)	40301	32.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	3119	2.5%
2	2733	2.2%
3	1280	1.0%
4	1198	1.0%
5	723	0.6%
6	701	0.6%
7	645	0.5%
8	595	0.5%
9	578	0.5%

Value	Count	Frequency (%)
255	74099	58.8%
254	70	0.1%
253	89	0.1%
252	77	0.1%
251	90	0.1%
250	93	0.1%
249	78	0.1%
248	87	0.1%
247	89	0.1%
246	83	0.1%

dst_host_srv_count
Real number (ℝ)

Distinct	256
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.65372

Minimum	0
Maximum	255
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	10
median	63
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	245

Descriptive statistics

Standard deviation	110.70289
Coefficient of variation (CV)	0.95719257
Kurtosis	-1.7563425
Mean	115.65372
Median Absolute Deviation (MAD)	61
Skewness	0.28370718
Sum	14569131
Variance	12255.129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	35993	28.6%
1	8449	6.7%
2	5161	4.1%
3	2768	2.2%
4	2488	2.0%
5	2336	1.9%
20	2300	1.8%
254	2238	1.8%
6	2222	1.8%
19	2190	1.7%
Other values (246)	59827	47.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	8449	6.7%
2	5161	4.1%
3	2768	2.2%
4	2488	2.0%
5	2336	1.9%
6	2222	1.8%
7	2160	1.7%
8	2072	1.6%
9	1948	1.5%

Value	Count	Frequency (%)
255	35993	28.6%
254	2238	1.8%
253	472	0.4%
252	213	0.2%
251	402	0.3%
250	302	0.2%
249	248	0.2%
248	205	0.2%
247	220	0.2%
246	196	0.2%

dst_host_same_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52124448

Minimum	0
Maximum	1
Zeros	6927
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05
median	0.51
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.95

Descriptive statistics

Standard deviation	0.44895005
Coefficient of variation (CV)	0.86130419
Kurtosis	-1.8840466
Mean	0.52124448
Median Absolute Deviation (MAD)	0.49
Skewness	-0.010462886
Sum	65662.21
Variance	0.20155615
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	49059	38.9%
0.01	7780	6.2%
0	6927	5.5%
0.02	6593	5.2%
0.07	5672	4.5%
0.04	5208	4.1%
0.05	4951	3.9%
0.03	4049	3.2%
0.06	3444	2.7%
0.08	2816	2.2%
Other values (91)	29473	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6927	5.5%
0.01	7780	6.2%
0.02	6593	5.2%
0.03	4049	3.2%
0.04	5208	4.1%
0.05	4951	3.9%
0.06	3444	2.7%
0.07	5672	4.5%
0.08	2816	2.2%
0.09	1740	1.4%

Value	Count	Frequency (%)
1	49059	38.9%
0.99	688	0.5%
0.98	821	0.7%
0.97	478	0.4%
0.96	675	0.5%
0.95	580	0.5%
0.94	393	0.3%
0.93	457	0.4%
0.92	341	0.3%
0.91	395	0.3%

dst_host_diff_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.082951529

Minimum	0
Maximum	1
Zeros	46989
Zeros (%)	37.3%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.02
Q3	0.07
95-th percentile	0.56
Maximum	1
Range	1
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.18892249
Coefficient of variation (CV)	2.2775046
Kurtosis	12.634273
Mean	0.082951529
Median Absolute Deviation (MAD)	0.02
Skewness	3.6095829
Sum	10449.57
Variance	0.035691708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46989	37.3%
0.07	16570	13.2%
0.06	9787	7.8%
0.01	9295	7.4%
0.05	7321	5.8%
0.08	7001	5.6%
0.02	6716	5.3%
0.03	3562	2.8%
0.04	3091	2.5%
0.09	2569	2.0%
Other values (91)	13071	10.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46989	37.3%
0.01	9295	7.4%
0.02	6716	5.3%
0.03	3562	2.8%
0.04	3091	2.5%
0.05	7321	5.8%
0.06	9787	7.8%
0.07	16570	13.2%
0.08	7001	5.6%
0.09	2569	2.0%

Value	Count	Frequency (%)
1	2139	1.7%
0.99	31	< 0.1%
0.98	35	< 0.1%
0.97	86	0.1%
0.96	63	0.1%
0.95	87	0.1%
0.94	45	< 0.1%
0.93	54	< 0.1%
0.92	40	< 0.1%
0.91	86	0.1%

dst_host_same_src_port_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14837869

Minimum	0
Maximum	1
Zeros	63023
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.30899835
Coefficient of variation (CV)	2.0824982
Kurtosis	2.7623614
Mean	0.14837869
Median Absolute Deviation (MAD)	0
Skewness	2.0870329
Sum	18691.56
Variance	0.095479981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	63023	50.0%
0.01	17657	14.0%
1	10307	8.2%
0.02	5743	4.6%
0.03	3278	2.6%
0.04	2096	1.7%
0.05	1664	1.3%
0.06	1299	1.0%
0.08	1086	0.9%
0.5	1077	0.9%
Other values (91)	18742	14.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63023	50.0%
0.01	17657	14.0%
0.02	5743	4.6%
0.03	3278	2.6%
0.04	2096	1.7%
0.05	1664	1.3%
0.06	1299	1.0%
0.07	1051	0.8%
0.08	1086	0.9%
0.09	712	0.6%

Value	Count	Frequency (%)
1	10307	8.2%
0.99	139	0.1%
0.98	192	0.2%
0.97	145	0.1%
0.96	229	0.2%
0.95	220	0.2%
0.94	113	0.1%
0.93	159	0.1%
0.92	124	0.1%
0.91	149	0.1%

dst_host_srv_diff_host_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	75
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.032542708

Minimum	0
Maximum	1
Zeros	86903
Zeros (%)	69.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.18
Maximum	1
Range	1
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.11256421
Coefficient of variation (CV)	3.4589689
Kurtosis	35.772928
Mean	0.032542708
Median Absolute Deviation (MAD)	0
Skewness	5.5481513
Sum	4099.47
Variance	0.012670702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	86903	69.0%
0.02	7952	6.3%
0.01	7146	5.7%
0.03	4723	3.7%
0.04	4518	3.6%
0.05	3048	2.4%
0.5	1550	1.2%
0.06	1330	1.1%
0.07	1036	0.8%
0.25	951	0.8%
Other values (65)	6815	5.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86903	69.0%
0.01	7146	5.7%
0.02	7952	6.3%
0.03	4723	3.7%
0.04	4518	3.6%
0.05	3048	2.4%
0.06	1330	1.1%
0.07	1036	0.8%
0.08	488	0.4%
0.09	414	0.3%

Value	Count	Frequency (%)
1	691	0.5%
0.97	2	< 0.1%
0.93	1	< 0.1%
0.88	1	< 0.1%
0.86	2	< 0.1%
0.83	2	< 0.1%
0.8	4	< 0.1%
0.78	1	< 0.1%
0.75	17	< 0.1%
0.73	2	< 0.1%

dst_host_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28445472

Minimum	0
Maximum	1
Zeros	81385
Zeros (%)	64.6%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44478509
Coefficient of variation (CV)	1.5636411
Kurtosis	-1.0470193
Mean	0.28445472
Median Absolute Deviation (MAD)	0
Skewness	0.96594003
Sum	35833.33
Variance	0.19783378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	81385	64.6%
1	33562	26.6%
0.01	3345	2.7%
0.02	1158	0.9%
0.03	711	0.6%
0.09	419	0.3%
0.08	413	0.3%
0.04	372	0.3%
0.99	304	0.2%
0.05	298	0.2%
Other values (91)	4005	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	81385	64.6%
0.01	3345	2.7%
0.02	1158	0.9%
0.03	711	0.6%
0.04	372	0.3%
0.05	298	0.2%
0.06	174	0.1%
0.07	197	0.2%
0.08	413	0.3%
0.09	419	0.3%

Value	Count	Frequency (%)
1	33562	26.6%
0.99	304	0.2%
0.98	169	0.1%
0.97	100	0.1%
0.96	102	0.1%
0.95	71	0.1%
0.94	87	0.1%
0.93	76	0.1%
0.92	53	< 0.1%
0.91	48	< 0.1%

dst_host_srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	100
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27848673

Minimum	0
Maximum	1
Zeros	85359
Zeros (%)	67.8%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4456702
Coefficient of variation (CV)	1.6003283
Kurtosis	-1.0080163
Mean	0.27848673
Median Absolute Deviation (MAD)	0
Skewness	0.99172136
Sum	35081.53
Variance	0.19862193
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85359	67.8%
1	34256	27.2%
0.01	3762	3.0%
0.02	640	0.5%
0.03	160	0.1%
0.04	111	0.1%
0.5	107	0.1%
0.05	76	0.1%
0.08	72	0.1%
0.07	71	0.1%
Other values (90)	1358	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85359	67.8%
0.01	3762	3.0%
0.02	640	0.5%
0.03	160	0.1%
0.04	111	0.1%
0.05	76	0.1%
0.06	53	< 0.1%
0.07	71	0.1%
0.08	72	0.1%
0.09	57	< 0.1%

Value	Count	Frequency (%)
1	34256	27.2%
0.98	53	< 0.1%
0.97	56	< 0.1%
0.96	44	< 0.1%
0.95	26	< 0.1%
0.94	22	< 0.1%
0.93	20	< 0.1%
0.92	26	< 0.1%
0.91	20	< 0.1%
0.9	15	< 0.1%

dst_host_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11883236

Minimum	0
Maximum	1
Zeros	103178
Zeros (%)	81.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.30655861
Coefficient of variation (CV)	2.579757
Kurtosis	3.6926841
Mean	0.11883236
Median Absolute Deviation (MAD)	0
Skewness	2.3474327
Sum	14969.55
Variance	0.093978183
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	103178	81.9%
1	10298	8.2%
0.01	1800	1.4%
0.02	1222	1.0%
0.03	497	0.4%
0.05	408	0.3%
0.04	397	0.3%
0.91	267	0.2%
0.92	257	0.2%
0.89	244	0.2%
Other values (91)	7404	5.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	103178	81.9%
0.01	1800	1.4%
0.02	1222	1.0%
0.03	497	0.4%
0.04	397	0.3%
0.05	408	0.3%
0.06	220	0.2%
0.07	164	0.1%
0.08	147	0.1%
0.09	104	0.1%

Value	Count	Frequency (%)
1	10298	8.2%
0.99	52	< 0.1%
0.98	68	0.1%
0.97	106	0.1%
0.96	168	0.1%
0.95	123	0.1%
0.94	135	0.1%
0.93	111	0.1%
0.92	257	0.2%
0.91	267	0.2%

dst_host_srv_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12024085

Minimum	0
Maximum	1
Zeros	106615
Zeros (%)	84.6%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.31946048
Coefficient of variation (CV)	2.6568382
Kurtosis	3.5205967
Mean	0.12024085
Median Absolute Deviation (MAD)	0
Skewness	2.3379124
Sum	15146.98
Variance	0.102055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	106615	84.6%
1	13231	10.5%
0.01	1390	1.1%
0.02	580	0.5%
0.03	352	0.3%
0.05	351	0.3%
0.04	344	0.3%
0.98	189	0.2%
0.99	188	0.1%
0.06	185	0.1%
Other values (91)	2547	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	106615	84.6%
0.01	1390	1.1%
0.02	580	0.5%
0.03	352	0.3%
0.04	344	0.3%
0.05	351	0.3%
0.06	185	0.1%
0.07	97	0.1%
0.08	66	0.1%
0.09	39	< 0.1%

Value	Count	Frequency (%)
1	13231	10.5%
0.99	188	0.1%
0.98	189	0.2%
0.97	103	0.1%
0.96	78	0.1%
0.95	73	0.1%
0.94	75	0.1%
0.93	50	< 0.1%
0.92	38	< 0.1%
0.91	51	< 0.1%

attack
Categorical

HIGH CORRELATION IMBALANCE

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

normal	67342
neptune	41214
satan	3633
ipsweep	3599
portsweep	2931
Other values (18)	7253

Length

Max length	15
Median length	6
Mean length	6.3869908
Min length	3

Characters and Unicode

Total characters	804582
Distinct characters	24
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	neptune
3rd row	normal
4th row	normal
5th row	neptune

Common Values

Value	Count	Frequency (%)
normal	67342	53.5%
neptune	41214	32.7%
satan	3633	2.9%
ipsweep	3599	2.9%
portsweep	2931	2.3%
smurf	2646	2.1%
nmap	1493	1.2%
back	956	0.8%
teardrop	892	0.7%
warezclient	890	0.7%
Other values (13)	376	0.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
normal	67342	53.5%
neptune	41214	32.7%
satan	3633	2.9%
ipsweep	3599	2.9%
portsweep	2931	2.3%
smurf	2646	2.1%
nmap	1493	1.2%
back	956	0.8%
teardrop	892	0.7%
warezclient	890	0.7%
Other values (13)	376	0.3%

Most occurring characters

Value	Count	Frequency (%)
n	155804	19.4%
e	98333	12.2%
a	78970	9.8%
r	75714	9.4%
m	71528	8.9%
o	71471	8.9%
l	68308	8.5%
p	56948	7.1%
t	49623	6.2%
u	43959	5.5%
Other values (14)	33924	4.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	804491	> 99.9%
Connector Punctuation	91	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	155804	19.4%
e	98333	12.2%
a	78970	9.8%
r	75714	9.4%
m	71528	8.9%
o	71471	8.9%
l	68308	8.5%
p	56948	7.1%
t	49623	6.2%
u	43959	5.5%
Other values (13)	33833	4.2%

Connector Punctuation

Value	Count	Frequency (%)
_	91	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	804491	> 99.9%
Common	91	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	155804	19.4%
e	98333	12.2%
a	78970	9.8%
r	75714	9.4%
m	71528	8.9%
o	71471	8.9%
l	68308	8.5%
p	56948	7.1%
t	49623	6.2%
u	43959	5.5%
Other values (13)	33833	4.2%

Common

Value	Count	Frequency (%)
_	91	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	804582	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	155804	19.4%
e	98333	12.2%
a	78970	9.8%
r	75714	9.4%
m	71528	8.9%
o	71471	8.9%
l	68308	8.5%
p	56948	7.1%
t	49623	6.2%
u	43959	5.5%
Other values (14)	33924	4.2%

last_flag
Real number (ℝ)

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.504056

Minimum	0
Maximum	21
Zeros	66
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	18
median	20
Q3	21
95-th percentile	21
Maximum	21
Range	21
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.2915116
Coefficient of variation (CV)	0.11748898
Kurtosis	13.369134
Mean	19.504056
Median Absolute Deviation (MAD)	1
Skewness	-2.8967599
Sum	2456965
Variance	5.2510255
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
21	62557	49.7%
18	20667	16.4%
20	19338	15.4%
19	10284	8.2%
15	3990	3.2%
17	3074	2.4%
16	2393	1.9%
12	729	0.6%
14	674	0.5%
11	641	0.5%
Other values (12)	1625	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	0.1%
1	62	< 0.1%
2	54	< 0.1%
3	65	0.1%
4	79	0.1%
5	81	0.1%
6	96	0.1%
7	118	0.1%
8	106	0.1%
9	194	0.2%

Value	Count	Frequency (%)
21	62557	49.7%
20	19338	15.4%
19	10284	8.2%
18	20667	16.4%
17	3074	2.4%
16	2393	1.9%
15	3990	3.2%
14	674	0.5%
13	451	0.4%
12	729	0.6%

attack_class
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0.0	67342
1.0	45927
2.0	11656
3.0	995
4.0	52

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	377916
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	67342	53.5%
1.0	45927	36.5%
2.0	11656	9.3%
3.0	995	0.8%
4.0	52	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	67342	53.5%
1.0	45927	36.5%
2.0	11656	9.3%
3.0	995	0.8%
4.0	52	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	193314	51.2%
.	125972	33.3%
1	45927	12.2%
2	11656	3.1%
3	995	0.3%
4	52	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	251944	66.7%
Other Punctuation	125972	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	193314	76.7%
1	45927	18.2%
2	11656	4.6%
3	995	0.4%
4	52	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	125972	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	377916	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	193314	51.2%
.	125972	33.3%
1	45927	12.2%
2	11656	3.1%
3	995	0.3%
4	52	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	377916	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	193314	51.2%
.	125972	33.3%
1	45927	12.2%
2	11656	3.1%
3	995	0.3%
4	52	< 0.1%

Auto

Heatmap
Table

	duration	src_bytes	dst_bytes	hot	num_failed_logins	num_compromised	num_root	num_file_creations	num_access_files	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	last_flag	protocol_type	service	flag	land	wrong_fragment	urgent	logged_in	root_shell	su_attempted	num_shells	is_host_login	is_guest_login	attack	attack_class
duration	1.000	0.226	0.149	0.229	0.058	0.080	0.042	0.087	0.048	-0.324	-0.319	-0.185	-0.182	0.051	0.046	0.169	-0.140	0.016	-0.067	-0.156	-0.140	0.196	0.182	-0.027	-0.156	-0.153	0.065	0.069	-0.008	0.082	0.160	0.185	0.000	0.000	0.009	0.065	0.163	0.182	0.000	0.000	0.019	0.164	0.125
src_bytes	0.226	1.000	0.700	0.204	0.013	0.155	0.081	0.073	0.063	-0.524	-0.053	-0.674	-0.653	-0.363	-0.344	0.753	-0.705	0.289	-0.405	0.621	0.617	-0.525	0.377	0.344	-0.624	-0.609	-0.230	-0.259	0.280	0.000	0.007	0.090	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.013	0.008
dst_bytes	0.149	0.700	1.000	0.200	0.025	0.171	-0.013	0.040	0.068	-0.440	-0.017	-0.536	-0.510	-0.300	-0.278	0.630	-0.608	0.310	-0.342	0.708	0.667	-0.625	0.059	0.327	-0.519	-0.483	-0.219	-0.186	0.460	0.000	0.000	0.023	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.018	0.009
hot	0.229	0.204	0.200	1.000	0.093	0.515	0.009	0.053	0.002	-0.153	-0.143	-0.086	-0.083	-0.009	0.012	0.107	-0.104	-0.028	-0.069	0.005	0.063	-0.060	-0.002	-0.066	-0.064	-0.070	0.095	0.095	-0.152	0.026	0.275	0.026	0.000	0.000	0.000	0.099	0.046	0.012	0.015	0.000	0.821	0.154	0.177
num_failed_logins	0.058	0.013	0.025	0.093	1.000	0.035	0.037	0.063	0.003	-0.038	-0.040	-0.018	-0.018	0.031	0.030	0.023	-0.022	-0.017	-0.031	-0.019	0.007	-0.003	0.015	-0.018	0.007	0.008	0.030	0.029	-0.049	0.008	0.079	0.052	0.000	0.000	0.211	0.015	0.044	0.105	0.000	0.000	0.015	0.313	0.080
num_compromised	0.080	0.155	0.171	0.515	0.035	1.000	0.165	0.112	0.093	-0.087	-0.079	-0.062	-0.060	-0.002	0.027	0.076	-0.075	-0.014	-0.047	0.007	0.069	-0.068	-0.002	-0.053	-0.031	-0.028	0.125	0.148	-0.153	0.000	0.031	0.029	0.000	0.000	0.086	0.010	0.243	0.291	0.000	0.000	0.000	0.000	0.000
num_root	0.042	0.081	-0.013	0.009	0.037	0.165	1.000	0.111	0.101	-0.080	-0.080	-0.043	-0.041	-0.025	-0.026	0.050	-0.044	-0.027	-0.054	-0.031	-0.021	0.039	0.061	0.035	-0.032	-0.023	-0.011	-0.013	-0.002	0.000	0.039	0.029	0.000	0.000	0.071	0.013	0.288	0.344	0.000	0.000	0.000	0.000	0.002
num_file_creations	0.087	0.073	0.040	0.053	0.063	0.112	0.111	1.000	0.062	-0.052	-0.051	-0.022	-0.024	-0.015	-0.015	0.031	-0.029	-0.008	-0.021	-0.021	-0.010	0.019	0.016	0.002	-0.001	-0.007	0.001	0.002	-0.016	0.000	0.054	0.033	0.000	0.000	0.086	0.029	0.111	0.164	0.076	0.000	0.004	0.022	0.009
num_access_files	0.048	0.063	0.068	0.002	0.003	0.093	0.101	0.062	1.000	-0.054	-0.044	-0.032	-0.030	-0.019	-0.008	0.040	-0.039	0.009	-0.000	0.012	0.011	0.002	-0.015	-0.012	-0.023	-0.023	-0.010	-0.007	0.021	0.016	0.040	0.015	0.000	0.000	0.017	0.067	0.407	0.466	0.026	0.000	0.000	0.052	0.024
count	-0.324	-0.524	-0.440	-0.153	-0.038	-0.087	-0.080	-0.052	-0.054	1.000	0.519	0.578	0.542	0.071	0.065	-0.720	0.617	-0.325	0.620	-0.325	-0.429	0.362	-0.546	-0.531	0.536	0.505	0.022	0.024	-0.153	0.281	0.382	0.254	0.006	0.110	0.000	0.649	0.028	0.012	0.007	0.000	0.079	0.361	0.398
srv_count	-0.319	-0.053	-0.017	-0.143	-0.040	-0.079	-0.080	-0.051	-0.044	0.519	1.000	0.073	0.108	-0.208	-0.208	0.032	-0.039	0.235	0.218	0.300	0.257	-0.241	-0.197	-0.122	0.046	0.080	-0.213	-0.220	-0.053	0.547	0.360	0.083	0.000	0.268	0.000	0.229	0.007	0.000	0.000	0.000	0.029	0.301	0.116
serror_rate	-0.185	-0.674	-0.536	-0.086	-0.018	-0.062	-0.043	-0.022	-0.032	0.578	0.073	1.000	0.973	-0.174	-0.179	-0.755	0.674	-0.325	0.430	-0.523	-0.573	0.485	-0.485	-0.389	0.936	0.922	-0.227	-0.206	-0.162	0.217	0.246	0.391	0.023	0.138	0.000	0.494	0.017	0.000	0.003	0.000	0.061	0.311	0.403
srv_serror_rate	-0.182	-0.653	-0.510	-0.083	-0.018	-0.060	-0.041	-0.024	-0.030	0.542	0.108	0.973	1.000	-0.222	-0.237	-0.706	0.625	-0.305	0.411	-0.479	-0.528	0.439	-0.471	-0.369	0.919	0.942	-0.276	-0.259	-0.138	0.215	0.237	0.377	0.021	0.041	0.000	0.496	0.016	0.000	0.002	0.000	0.060	0.310	0.397
rerror_rate	0.051	-0.363	-0.300	-0.009	0.031	-0.002	-0.025	-0.015	-0.019	0.071	-0.208	-0.174	-0.222	1.000	0.966	-0.223	0.234	-0.149	0.083	-0.312	-0.292	0.288	-0.014	-0.078	-0.179	-0.224	0.839	0.884	-0.150	0.127	0.147	0.370	0.024	0.024	0.000	0.290	0.012	0.000	0.000	0.000	0.035	0.250	0.210
srv_rerror_rate	0.046	-0.344	-0.278	0.012	0.030	0.027	-0.026	-0.015	-0.008	0.065	-0.208	-0.179	-0.237	0.966	1.000	-0.210	0.213	-0.121	0.075	-0.297	-0.275	0.273	-0.020	-0.075	-0.187	-0.238	0.831	0.894	-0.141	0.128	0.112	0.361	0.000	0.024	0.000	0.293	0.006	0.000	0.000	0.000	0.035	0.211	0.180
same_srv_rate	0.169	0.753	0.630	0.107	0.023	0.076	0.050	0.031	0.040	-0.720	0.032	-0.755	-0.706	-0.223	-0.210	1.000	-0.920	0.385	-0.541	0.699	0.758	-0.651	0.525	0.488	-0.717	-0.678	-0.144	-0.157	0.177	0.211	0.320	0.296	0.006	0.045	0.000	0.606	0.027	0.011	0.007	0.000	0.072	0.321	0.419
diff_srv_rate	-0.140	-0.705	-0.608	-0.104	-0.022	-0.075	-0.044	-0.029	-0.039	0.617	-0.039	0.674	0.625	0.234	0.213	-0.920	1.000	-0.376	0.526	-0.668	-0.727	0.646	-0.443	-0.482	0.645	0.597	0.156	0.160	-0.211	0.119	0.160	0.146	0.000	0.016	0.000	0.174	0.000	0.000	0.000	0.000	0.017	0.224	0.202
srv_diff_host_rate	0.016	0.289	0.310	-0.028	-0.017	-0.014	-0.027	-0.008	0.009	-0.325	0.235	-0.325	-0.305	-0.149	-0.121	0.385	-0.376	1.000	-0.311	0.396	0.442	-0.404	0.160	0.342	-0.327	-0.301	-0.136	-0.125	0.138	0.278	0.258	0.109	0.041	0.107	0.000	0.335	0.011	0.000	0.000	0.000	0.040	0.212	0.221
dst_host_count	-0.067	-0.405	-0.342	-0.069	-0.031	-0.047	-0.054	-0.021	-0.000	0.620	0.218	0.430	0.411	0.083	0.075	-0.541	0.526	-0.311	1.000	-0.350	-0.532	0.435	-0.693	-0.838	0.423	0.380	0.052	0.030	-0.127	0.229	0.243	0.161	0.033	0.052	0.005	0.464	0.030	0.011	0.015	0.000	0.074	0.232	0.278
dst_host_srv_count	-0.156	0.621	0.708	0.005	-0.019	0.007	-0.031	-0.021	0.012	-0.325	0.300	-0.523	-0.479	-0.312	-0.297	0.699	-0.668	0.396	-0.350	1.000	0.919	-0.841	0.152	0.448	-0.528	-0.469	-0.265	-0.249	0.382	0.253	0.405	0.252	0.014	0.119	0.000	0.649	0.008	0.016	0.022	0.000	0.163	0.296	0.386
dst_host_same_srv_rate	-0.140	0.617	0.667	0.063	0.007	0.069	-0.021	-0.010	0.011	-0.429	0.257	-0.573	-0.528	-0.292	-0.275	0.758	-0.727	0.442	-0.532	0.919	1.000	-0.899	0.305	0.539	-0.582	-0.515	-0.247	-0.220	0.271	0.219	0.415	0.266	0.010	0.135	0.004	0.630	0.027	0.036	0.025	0.000	0.241	0.298	0.379
dst_host_diff_srv_rate	0.196	-0.525	-0.625	-0.060	-0.003	-0.068	0.039	0.019	0.002	0.362	-0.241	0.485	0.439	0.288	0.273	-0.651	0.646	-0.404	0.435	-0.841	-0.899	1.000	-0.213	-0.490	0.505	0.434	0.268	0.224	-0.260	0.173	0.212	0.218	0.007	0.075	0.011	0.176	0.010	0.016	0.000	0.027	0.030	0.276	0.294
dst_host_same_src_port_rate	0.182	0.377	0.059	-0.002	0.015	-0.002	0.061	0.016	-0.015	-0.546	-0.197	-0.485	-0.471	-0.014	-0.020	0.525	-0.443	0.160	-0.693	0.152	0.305	-0.213	1.000	0.561	-0.455	-0.450	0.039	-0.008	-0.124	0.436	0.287	0.151	0.037	0.149	0.004	0.212	0.006	0.000	0.031	0.000	0.039	0.272	0.292
dst_host_srv_diff_host_rate	-0.027	0.344	0.327	-0.066	-0.018	-0.053	0.035	0.002	-0.012	-0.531	-0.122	-0.389	-0.369	-0.078	-0.075	0.488	-0.482	0.342	-0.838	0.448	0.539	-0.490	0.561	1.000	-0.385	-0.340	-0.062	-0.038	0.213	0.439	0.295	0.089	0.101	0.054	0.103	0.144	0.028	0.020	0.000	0.000	0.020	0.357	0.289
dst_host_serror_rate	-0.156	-0.624	-0.519	-0.064	0.007	-0.031	-0.032	-0.001	-0.023	0.536	0.046	0.936	0.919	-0.179	-0.187	-0.717	0.645	-0.327	0.423	-0.528	-0.582	0.505	-0.455	-0.385	1.000	0.919	-0.195	-0.206	-0.175	0.213	0.250	0.343	0.023	0.079	0.000	0.497	0.028	0.038	0.016	0.068	0.062	0.315	0.410
dst_host_srv_serror_rate	-0.153	-0.609	-0.483	-0.070	0.008	-0.028	-0.023	-0.007	-0.023	0.505	0.080	0.922	0.942	-0.224	-0.238	-0.678	0.597	-0.301	0.380	-0.469	-0.515	0.434	-0.450	-0.340	0.919	1.000	-0.272	-0.250	-0.116	0.211	0.255	0.374	0.101	0.041	0.000	0.496	0.068	0.081	0.053	0.063	0.061	0.299	0.398
dst_host_rerror_rate	0.065	-0.230	-0.219	0.095	0.030	0.125	-0.011	0.001	-0.010	0.022	-0.213	-0.227	-0.276	0.839	0.831	-0.144	0.156	-0.136	0.052	-0.265	-0.247	0.268	0.039	-0.062	-0.195	-0.272	1.000	0.880	-0.191	0.124	0.146	0.327	0.000	0.152	0.000	0.278	0.017	0.009	0.006	0.000	0.033	0.239	0.237
dst_host_srv_rerror_rate	0.069	-0.259	-0.186	0.095	0.029	0.148	-0.013	0.002	-0.007	0.024	-0.220	-0.206	-0.259	0.884	0.894	-0.157	0.160	-0.125	0.030	-0.249	-0.220	0.224	-0.008	-0.038	-0.206	-0.250	0.880	1.000	-0.135	0.128	0.150	0.356	0.000	0.024	0.000	0.283	0.079	0.062	0.000	0.000	0.051	0.182	0.193
last_flag	-0.008	0.280	0.460	-0.152	-0.049	-0.153	-0.002	-0.016	0.021	-0.153	-0.053	-0.162	-0.138	-0.150	-0.141	0.177	-0.211	0.138	-0.127	0.382	0.271	-0.260	-0.124	0.213	-0.175	-0.116	-0.191	-0.135	1.000	0.341	0.241	0.151	0.078	0.195	0.039	0.370	0.119	0.033	0.061	0.000	0.188	0.378	0.421
protocol_type	0.082	0.000	0.000	0.026	0.008	0.000	0.000	0.000	0.016	0.281	0.547	0.217	0.215	0.127	0.128	0.211	0.119	0.278	0.229	0.253	0.219	0.173	0.436	0.439	0.213	0.211	0.124	0.128	0.341	1.000	0.923	0.278	0.005	0.192	0.000	0.385	0.017	0.007	0.005	0.000	0.046	0.664	0.319
service	0.160	0.007	0.000	0.275	0.079	0.031	0.039	0.054	0.040	0.382	0.360	0.246	0.237	0.147	0.112	0.320	0.160	0.258	0.243	0.405	0.415	0.212	0.287	0.295	0.250	0.255	0.146	0.150	0.241	0.923	1.000	0.298	0.111	0.216	0.025	0.869	0.161	0.125	0.048	0.000	0.820	0.355	0.557
flag	0.185	0.090	0.023	0.026	0.052	0.029	0.029	0.033	0.015	0.254	0.083	0.391	0.377	0.370	0.361	0.296	0.146	0.109	0.161	0.252	0.266	0.218	0.151	0.089	0.343	0.374	0.327	0.356	0.151	0.278	0.298	1.000	0.021	0.054	0.000	0.653	0.053	0.051	0.007	0.000	0.079	0.435	0.490
land	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.023	0.021	0.024	0.000	0.006	0.000	0.041	0.033	0.014	0.010	0.007	0.037	0.101	0.023	0.101	0.000	0.000	0.078	0.005	0.111	0.021	1.000	0.000	0.000	0.010	0.000	0.000	0.000	0.000	0.000	0.848	0.009
wrong_fragment	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.110	0.268	0.138	0.041	0.024	0.024	0.045	0.016	0.107	0.052	0.119	0.135	0.075	0.149	0.054	0.079	0.041	0.152	0.024	0.195	0.192	0.216	0.054	0.000	1.000	0.000	0.076	0.000	0.000	0.000	0.000	0.008	0.984	0.087
urgent	0.009	0.000	0.000	0.000	0.211	0.086	0.071	0.086	0.017	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.004	0.011	0.004	0.103	0.000	0.000	0.000	0.000	0.039	0.000	0.025	0.000	0.000	0.000	1.000	0.007	0.112	0.098	0.000	0.000	0.000	0.169	0.038
logged_in	0.065	0.000	0.000	0.099	0.015	0.010	0.013	0.029	0.067	0.649	0.229	0.494	0.496	0.290	0.293	0.606	0.174	0.335	0.464	0.649	0.630	0.176	0.212	0.144	0.497	0.496	0.278	0.283	0.370	0.385	0.869	0.653	0.010	0.076	0.007	1.000	0.045	0.031	0.024	0.000	0.120	0.733	0.710
root_shell	0.163	0.000	0.000	0.046	0.044	0.243	0.288	0.111	0.407	0.028	0.007	0.017	0.016	0.012	0.006	0.027	0.000	0.011	0.030	0.008	0.027	0.010	0.006	0.028	0.028	0.068	0.017	0.079	0.119	0.017	0.161	0.053	0.000	0.000	0.112	0.045	1.000	0.610	0.145	0.000	0.000	0.342	0.278
su_attempted	0.182	0.000	0.000	0.012	0.105	0.291	0.344	0.164	0.466	0.012	0.000	0.000	0.000	0.000	0.000	0.011	0.000	0.000	0.011	0.016	0.036	0.016	0.000	0.020	0.038	0.081	0.009	0.062	0.033	0.007	0.125	0.051	0.000	0.000	0.098	0.031	0.610	1.000	0.023	0.000	0.000	0.110	0.016
num_shells	0.000	0.000	0.000	0.015	0.000	0.000	0.000	0.076	0.026	0.007	0.000	0.003	0.002	0.000	0.000	0.007	0.000	0.000	0.015	0.022	0.025	0.000	0.031	0.000	0.016	0.053	0.006	0.000	0.061	0.005	0.048	0.007	0.000	0.000	0.000	0.024	0.145	0.023	1.000	0.000	0.000	0.319	0.100
is_host_login	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.027	0.000	0.000	0.068	0.063	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000
is_guest_login	0.019	0.000	0.000	0.821	0.015	0.000	0.000	0.004	0.000	0.079	0.029	0.061	0.060	0.035	0.035	0.072	0.017	0.040	0.074	0.163	0.241	0.030	0.039	0.020	0.062	0.061	0.033	0.051	0.188	0.046	0.820	0.079	0.000	0.008	0.000	0.120	0.000	0.000	0.000	0.000	1.000	0.301	0.290
attack	0.164	0.013	0.018	0.154	0.313	0.000	0.000	0.022	0.052	0.361	0.301	0.311	0.310	0.250	0.211	0.321	0.224	0.212	0.232	0.296	0.298	0.276	0.272	0.357	0.315	0.299	0.239	0.182	0.378	0.664	0.355	0.435	0.848	0.984	0.169	0.733	0.342	0.110	0.319	0.000	0.301	1.000	1.000
attack_class	0.125	0.008	0.009	0.177	0.080	0.000	0.002	0.009	0.024	0.398	0.116	0.403	0.397	0.210	0.180	0.419	0.202	0.221	0.278	0.386	0.379	0.294	0.292	0.289	0.410	0.398	0.237	0.193	0.421	0.319	0.557	0.490	0.009	0.087	0.038	0.710	0.278	0.016	0.100	0.000	0.290	1.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	attack	last_flag	attack_class
0	udp	other	SF	146	0	0	13	1	0.0	0.0	0.0	0.0	0.08	0.15	0.00	255	1	0.00	0.60	0.88	0.00	0.00	0.00	0.0	0.00	normal	15	0.0
1	tcp	private	S0	0	0	0	123	6	1.0	1.0	0.0	0.0	0.05	0.07	0.00	255	26	0.10	0.05	0.00	0.00	1.00	1.00	0.0	0.00	neptune	19	1.0
2	tcp	http	SF	232	8153	1	5	5	0.2	0.2	0.0	0.0	1.00	0.00	0.00	30	255	1.00	0.00	0.03	0.04	0.03	0.01	0.0	0.01	normal	21	0.0
3	tcp	http	SF	199	420	1	30	32	0.0	0.0	0.0	0.0	1.00	0.00	0.09	255	255	1.00	0.00	0.00	0.00	0.00	0.00	0.0	0.00	normal	21	0.0
4	tcp	private	REJ	0	0	0	121	19	0.0	0.0	1.0	1.0	0.16	0.06	0.00	255	19	0.07	0.07	0.00	0.00	0.00	0.00	1.0	1.00	neptune	21	1.0
5	tcp	private	S0	0	0	0	166	9	1.0	1.0	0.0	0.0	0.05	0.06	0.00	255	9	0.04	0.05	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21	1.0
6	tcp	private	S0	0	0	0	117	16	1.0	1.0	0.0	0.0	0.14	0.06	0.00	255	15	0.06	0.07	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21	1.0
7	tcp	remote_job	S0	0	0	0	270	23	1.0	1.0	0.0	0.0	0.09	0.05	0.00	255	23	0.09	0.05	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21	1.0
8	tcp	private	S0	0	0	0	133	8	1.0	1.0	0.0	0.0	0.06	0.06	0.00	255	13	0.05	0.06	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21	1.0
9	tcp	private	REJ	0	0	0	205	12	0.0	0.0	1.0	1.0	0.06	0.06	0.00	255	12	0.05	0.07	0.00	0.00	0.00	0.00	1.0	1.00	neptune	21	1.0

	duration	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	serror_rate	srv_serror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	attack	last_flag	attack_class
125962	0	tcp	http	SF	334	1600	1	3	3	0.00	0.00	1.00	0.00	0.00	255	255	1.00	0.00	0.00	0.00	0.00	0.0	0.00	normal	21	0.0
125963	0	tcp	private	S0	0	0	0	128	9	1.00	1.00	0.07	0.05	0.00	255	12	0.05	0.06	0.00	0.00	1.00	1.0	0.00	neptune	21	1.0
125964	0	tcp	smtp	SF	2233	365	1	1	1	0.00	0.00	1.00	0.00	0.00	1	2	1.00	0.00	1.00	1.00	0.00	0.0	0.00	normal	19	0.0
125965	0	tcp	private	S0	0	0	0	113	3	1.00	1.00	0.03	0.07	0.00	255	13	0.05	0.07	0.00	0.00	1.00	1.0	0.00	neptune	21	1.0
125966	0	tcp	http	SF	359	375	1	3	11	0.33	0.09	1.00	0.00	0.18	3	255	1.00	0.00	0.33	0.04	0.33	0.0	0.00	normal	18	0.0
125967	0	tcp	private	S0	0	0	0	184	25	1.00	1.00	0.14	0.06	0.00	255	25	0.10	0.06	0.00	0.00	1.00	1.0	0.00	neptune	20	1.0
125968	8	udp	private	SF	105	145	0	2	2	0.00	0.00	1.00	0.00	0.00	255	244	0.96	0.01	0.01	0.00	0.00	0.0	0.00	normal	21	0.0
125969	0	tcp	smtp	SF	2231	384	1	1	1	0.00	0.00	1.00	0.00	0.00	255	30	0.12	0.06	0.00	0.00	0.72	0.0	0.01	normal	18	0.0
125970	0	tcp	klogin	S0	0	0	0	144	8	1.00	1.00	0.06	0.05	0.00	255	8	0.03	0.05	0.00	0.00	1.00	1.0	0.00	neptune	20	1.0
125971	0	tcp	ftp_data	SF	151	0	1	1	1	0.00	0.00	1.00	0.00	0.00	255	77	0.30	0.03	0.30	0.00	0.00	0.0	0.00	normal	21	0.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script